Operating leverage without surrendering accountability.

Source before synthesis

For factual or reputationally sensitive work, approved source material should be clearly separated from generated language. AI can structure and rewrite. It should not invent the fact base.

Human review at the risk points

Public claims, pricing, regulated communications, legal conclusions, customer decisions and sensitive data should have explicit review requirements.

Auditability matters

Good automation should make it easier to understand what happened, what source was used and who approved the output.

Use the smallest system that works

Not every problem needs an autonomous agent. A deterministic workflow with one model call can be safer, cheaper and easier to maintain.